{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 发散型条形图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x7fbaf49ee240>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.rand(10)\n",
    "plt.hlines(np.arange(10),xmin=0,xmax=x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version II"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.sort(np.random.rand(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x7fbaf52202e8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hlines(np.arange(10),xmin=0,xmax=x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version III"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x7fbaf61f5a58>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.rand(16)\n",
    "x = x-x.mean()\n",
    "x = np.sort(x)\n",
    "plt.hlines(np.arange(16),xmin=0,xmax=x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version IV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x7fbaf623d710>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.rand(16)\n",
    "x = x-x.mean()\n",
    "x = np.sort(x)\n",
    "plt.hlines(np.arange(16),xmin=0,xmax=x,colors='b',alpha=0.7,linewidth=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x7fbaf5cedba8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6z8D5wDeBz675etVm1z5HX38c+AKr1/8vnRz7HVZ/mQGeA3wI+CLwT8BLN7vmJfT5E8Cja/5eb9jsmpfR74Pa7mN1pc/C6vFOUUlqxFa45CJJ6oGBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSI/4P9vhmfsGN7doAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.rand(16)\n",
    "x = x - x.mean()\n",
    "x = np.sort(x)\n",
    "colors = []\n",
    "for i in x:\n",
    "    if i>0:\n",
    "        colors.append('r')\n",
    "    else:\n",
    "        colors.append('b')\n",
    "plt.hlines(np.arange(16),xmin=0,xmax=x,colors=colors,alpha=0.5,linewidth=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df =pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8),dpi=80)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "ax.hlines(y=df.cars, xmin=0, xmax=df.mpg, \n",
    "          color='b', linewidth=5, alpha=.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare data\n",
    "x = df.loc[:,'mpg']\n",
    "df['mpg_z'] = (x-x.mean())/x.std()\n",
    "\n",
    "df.sort_values('mpg_z',inplace=True)\n",
    "df.reset_index();\n",
    "\n",
    "colors = ['g' if i>0 else 'r' for i in df['mpg_z']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8),dpi=80)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "ax.hlines(y=df.cars, xmin=0, xmax=df.mpg_z, \n",
    "          color=colors, linewidth=5, alpha=.5)\n",
    "ax.set_ylabel('Model',fontsize=14,fontstyle='italic')\n",
    "ax.set_xlabel('mileage',fontsize=14,fontstyle='italic')\n",
    "for tick in ax.yaxis.get_major_ticks():\n",
    "    tick.label1.set_fontsize(12)\n",
    "ax.set_title('Diverging Bar of Cars Mileage', fontsize=20, color='k')\n",
    "# 划分网格\n",
    "plt.grid(linestyle='-.',alpha=0.5,axis='both',which='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 发散型文本图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "df =pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")\n",
    "\n",
    "# prepare data\n",
    "x = df.loc[:,'mpg']\n",
    "df['mpg_z'] = (x-x.mean())/x.std()\n",
    "\n",
    "df.sort_values('mpg_z',inplace=True)\n",
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['g' if i>0 else 'r' for i in df['mpg_z']]\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(12,8),dpi=80)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "ax.hlines(y=df.cars, xmin=0, xmax=df.mpg_z, \n",
    "          color=colors, linewidth=5, alpha=.5)\n",
    "\n",
    "# plot text\n",
    "for i in range(df.shape[0]):\n",
    "    x = df.mpg_z[i]\n",
    "    y = df.index[i]\n",
    "    if x>0:\n",
    "        ax.text(x,y,\n",
    "                s=str(round(df.mpg_z[i],2)),\n",
    "               horizontalalignment='left',verticalalignment='center',color='g')\n",
    "    else:\n",
    "        ax.text(x,y,s=str(round(df.mpg_z[i],2)),\n",
    "               horizontalalignment='right',verticalalignment='center',color='r')\n",
    "    \n",
    "\n",
    "ax.set_ylabel('Model',fontsize=14,fontstyle='italic')\n",
    "ax.set_xlabel('mileage',fontsize=14,fontstyle='italic',)\n",
    "for tick in ax.yaxis.get_major_ticks():\n",
    "    tick.label1.set_fontsize(12)\n",
    "ax.set_title('Diverging Bar of Cars Mileage', fontsize=20, color='k')\n",
    "ax.set_xlim(-2.5,2.5)\n",
    "# 划分网格\n",
    "plt.grid(linestyle='-.',alpha=0.5,axis='both',which='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 发散型包点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.rand(10)\n",
    "plt.scatter(np.arange(10),data,s=400,c='b',alpha=0.5)\n",
    "for x,y in zip(np.arange(10),data):\n",
    "    plt.text(x,y,round(y,1),verticalalignment='center',horizontalalignment='center',size=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "df =pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.loc[:,['mpg']]\n",
    "df['mpg_z'] = (x-x.mean())/x.std()\n",
    "df.sort_values('mpg_z',inplace=True)\n",
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,15),dpi=60)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "colors = ['r' if x<0 else 'g' for x in df.mpg_z]\n",
    "ax.scatter(df.mpg_z,df.index,s=500,alpha=0.6,color=colors)\n",
    "\n",
    "for x,y in zip(df.mpg_z, df.index):\n",
    "    ax.text(x,y,round(x,1),\n",
    "            horizontalalignment='center',\n",
    "           verticalalignment='center',\n",
    "           fontsize=12,\n",
    "           color='w')\n",
    "# set title \n",
    "ax.set_title('Diverging Dotplot of Car Mileage', fontsize=20)\n",
    "\n",
    "# set xlabel and ylabel\n",
    "ax.set_xlabel('Mileage',fontsize=15,fontstyle='italic')\n",
    "ax.set_ylabel('Model',fontsize=14,fontstyle='italic')\n",
    "# set xlim\n",
    "ax.set_xlim(-2.5,2.5)\n",
    "\n",
    "# set tick\n",
    "ax.yaxis.set_ticks(df.index) # set tick locator\n",
    "ax.yaxis.set_ticklabels(df.carname,fontsize=12) # set tick label\n",
    "\n",
    "# 边缘弱化\n",
    "for spine in ax.spines:\n",
    "    ax.spines[spine].set(alpha=.3)\n",
    "plt.grid(linestyle='-.',alpha=0.5,axis='both',which='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('left', <matplotlib.spines.Spine at 0x7fbadb3d6160>),\n",
       "             ('right', <matplotlib.spines.Spine at 0x7fbadd348ba8>),\n",
       "             ('bottom', <matplotlib.spines.Spine at 0x7fbadd348ef0>),\n",
       "             ('top', <matplotlib.spines.Spine at 0x7fbadd348860>)])"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.spines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 带标记的发散型棒棒糖图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.patches as patches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbadebf1518>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.rand(10)\n",
    "x.sort()\n",
    "plt.hlines(np.arange(10),xmin=0,xmax=x)\n",
    "plt.scatter(x,np.arange(10),s=500,color='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df =pd.read_csv(\"https://github.com/selva86/datasets/raw/master/mtcars.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.loc[:,['mpg']]\n",
    "df['mpg_z'] = (x-x.mean())/x.std()\n",
    "df.sort_values('mpg_z',inplace=True)\n",
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['orange' if x=='Fiat X1-9' else 'k' for x in df.cars]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "size = [600 if x=='Fiat X1-9' else 300 for x in df.cars]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x840 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,14),dpi=60)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "\n",
    "ax.hlines(df.index,xmin=0,xmax=df.mpg_z,color='k',alpha=0.4,linewidth=1)\n",
    "\n",
    "ax.scatter(df.mpg_z,df.index,s=size,color=colors,alpha=.6)\n",
    "\n",
    "# set title \n",
    "ax.set_title('Diverging Rollipop of Car Mileage', fontsize=20)\n",
    "\n",
    "# set xlabel and ylabel\n",
    "ax.set_xlabel('Mileage',fontsize=15,fontstyle='italic')\n",
    "ax.set_ylabel('Model',fontsize=14,fontstyle='italic')\n",
    "# set xlim\n",
    "ax.set_xlim(-2.5,2.5)\n",
    "# set tick\n",
    "plt.yticks(df.index,df.carname,fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "\n",
    "plt.grid(linestyle='-.',alpha=0.5,axis='both',which='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 通过rectangle来强调某些点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot insert level_0, already exists",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-184-6b2bb443454b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'mpg_z'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'mpg_z'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Applications/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mreset_index\u001b[0;34m(self, level, drop, inplace, col_level, col_fill)\u001b[0m\n\u001b[1;32m   4429\u001b[0m                 \u001b[0;31m# to ndarray and maybe infer different dtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4430\u001b[0m                 \u001b[0mlevel_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_maybe_casted_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlev\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlab\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4431\u001b[0;31m                 \u001b[0mnew_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minsert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel_values\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4432\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4433\u001b[0m         \u001b[0mnew_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Applications/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36minsert\u001b[0;34m(self, loc, column, value, allow_duplicates)\u001b[0m\n\u001b[1;32m   3471\u001b[0m         \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sanitize_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbroadcast\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3472\u001b[0m         self._data.insert(loc, column, value,\n\u001b[0;32m-> 3473\u001b[0;31m                           allow_duplicates=allow_duplicates)\n\u001b[0m\u001b[1;32m   3474\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3475\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0massign\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Applications/anaconda3/lib/python3.7/site-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36minsert\u001b[0;34m(self, loc, item, value, allow_duplicates)\u001b[0m\n\u001b[1;32m   1147\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mallow_duplicates\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1148\u001b[0m             \u001b[0;31m# Should this be a different kind of error??\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1149\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cannot insert {}, already exists'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1151\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: cannot insert level_0, already exists"
     ]
    }
   ],
   "source": [
    "x = df.loc[:,['mpg']]\n",
    "df['mpg_z'] = (x-x.mean())/x.std()\n",
    "df.sort_values('mpg_z',inplace=True)\n",
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['orange' if x=='Fiat X1-9' else 'k' for x in df.cars]\n",
    "size = [600 if x=='Fiat X1-9' else 300 for x in df.cars]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x840 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,14),dpi=60)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "\n",
    "ax.hlines(df.index,xmin=0,xmax=df.mpg_z,color='k',alpha=0.4,linewidth=1)\n",
    "\n",
    "ax.scatter(df.mpg_z,df.index,s=size,color=colors,alpha=.6)\n",
    "\n",
    "p1 = patches.Rectangle((1.5,27),width=0.8,height=5,\n",
    "                      facecolor='g',\n",
    "                      alpha=0.2,\n",
    "                     edgecolor='g',\n",
    "                     fill=True,\n",
    "                     )\n",
    "p2 = patches.Rectangle((-2.0,-1), width=0.5, height=3, facecolor='r',alpha=.3)\n",
    "ax.add_patch(p1)\n",
    "ax.add_patch(p2)\n",
    "# set title \n",
    "ax.set_title('Diverging Rollipop of Car Mileage', fontsize=20)\n",
    "\n",
    "# set xlabel and ylabel\n",
    "ax.set_xlabel('Mileage',fontsize=15,fontstyle='italic')\n",
    "ax.set_ylabel('Model',fontsize=14,fontstyle='italic')\n",
    "# set xlim\n",
    "ax.set_xlim(-2.5,2.5)\n",
    "# set tick\n",
    "plt.yticks(df.index,df.carname,fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "\n",
    "plt.grid(linestyle='-.',alpha=0.5,axis='both',which='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 添加注释"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.4, 0.3, 'test3')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pkpKSSEpKolmzZjRv3pxNmzaxZcsWmjRpwqeffsqQIUNYunQp1apVi3SpIuekHr4A3sqZv/+9N62yenXtE1uQc45hw4bRu3fv055bs2YNCxcuZNiwYXTs2JHhw4dHoEKRwPj8R1kKSkyEAwdgzBjtE1u1alUOHz4MQKdOnZg6dSo//PADALt27WLv3r3s3r2bypUrk5CQwKBBg1i7du1Pr83MzIxY7SJnox6+/KRxY0hIgNRUr2fvZ9WrV+fGG28kJiaGLl260KNHD1q1agVAlSpVmDFjBunp6QwePJgyZcpQvnx5XnvtNQCuv/56ftmwIeUqXESdK+pRo2YUtaJqUqd2LerUrkXNmjWpWbMmUVFRREVFUbNmTS699FLK+PW3q4SNdryS/7Fxo7f2zfbtukO2qLKysmh8XXMO1rmBSg1iyc3KJC8rk9ysTNzRQ5Q7dpgy2YfIy8okJyuTHw8f4NjRLC6ueglYGf61JJkYbdorZ6EdryRomjTx5tRPn+4N8cj5q1y5MvPen02r1m2ofPWvqVS/6TnbVwNcbg45h/fznyl9qFfcNxyWEkt/Q8pphgzxpmjm5ka6kpKrSZMmjPzTCI58PAaXe7zQ9la2HLmH99PwmhguueSSMFQofqTAl9PcdBPUqAFz50a6kvDYtm0b3333XdDfd0D/fsRe04Ajy2YG1P5YRiodbr0l6HWInKDAl9OYeb38UaOCu3RycZOdnc2IESNo0aIFqampQX9/M+PtGf/ApS/l6PZ1hbYvt3cT7dveEvQ6RE5Q4MsZxcfDkSPenbalUXJyMtdeey3r169n3bp1dOnSJSTHiYqK4t23ZnDkk1fIzTr7VE2Xl8uhHWm0bt06JHWIgAJfzqJMmQtfOrk42rt3L/fffz8PPvggo0ePZu7cudStWzekx2zfvj29et7P4Y/HcbZZccf2bKP2FXWpXr16SGsRf1Pgy1ndd5+3hk7+/UQlWl5eHpMnTyYmJoZatWqRmppKfHx8WI6dnZ2Ny80hK+Mbjqydf+Y2O1No1+bmsNQj/qXAl7OqUMFbMO2llyJdyYVJSUnh5ptvZurUqXzyySeMHj2aKlWqhOXYmzdvplWrVnz77bcsW/w52atmcWzv9tPaldu3iQ63tg1LTeJfCnw5p8REb0nkrVsjXcn5y8rKYujQobRr146EhASWLVvGddddF5ZjO+eYOnUqrVu3plevXsydO5e4uDjGjxvLkY9fJu/4jwXa5vHDtyncdNNNYalN/EuBL+dUtaq3/v3LL0e6kvOzYMECGjduzM6dO9mwYQN9+vQJ29IFBw8epFu3bowdO5bk5GT69u2L5W8D9sAD93Nr65ZkLZn2U/vj+7+j2qWXUqdOnbDUJ/6lwJdCDRjg7Wq1d2+kKyncrl27uOeee3jiiSeYNGkSM2fO5LLLLgvb8ZctW0bTpk2pWbMmK1euPG2JBDNj2uS/Uf4/G8n6f/8CIDsjjTbq3UsYKPClULVqeXvfvvJKpCs5u9zcXF555RWaNm1K48aN2bhxIx06dAjb8XNychgxYgR3330348ePZ/z48VSqVOmMbatVq8bc2e+S9fnr5BzaT9k939CpvcbvJfS0lo4EZNAgaNnSuyGruG2Csnr1avr06UPVqlVZunQpjRo1Cuvxd+zYQUJCAhUrVmTt2rVcfvnlhb7mhhtuYPDAJxg3fSw53+/m5ps1Q0dCTz18CchVV8Gtt8KkSZGu5KRDhw4xYMAAbr/9dgYMGMDnn38e9rCfPXs2cXFx3H777SQlJQUU9ic8/dT/5epal1ChXBkaNGgQwipFPOrhS8CGDPHuwO3f35uyGSnOOd577z2eeOIJunTpQmpqathvWDpy5AiPP/44X3zxBQsWLCAuLu6836Ns2bL8c867rF69+qeLuiKhpMCXgDVvDtHRMHMm9OwZmRq2b99Ov3792LFjB++8805EliJYt24d3bt3p0WLFqxbt46qFzDGVbt2bX7r991mJGw0pCPnZcgQ70asvLzwHvf48eOMGjWKuLg4brrpJtauXRv2sM/Ly2Ps2LE/7V07ffr0Cwp7kXALqIdvZp2BvwJlgSnOuVFnaXcPMBuIc85pO6tSqF07uPhi+PBDb8/bcPjyyy/p08fbGGTVqlVceeWV4TlwAXv27OHBBx/kwIEDrFixQmPuUiIV2sM3s7LABKALEA10N7PoM7SrCgwAVgS7SCk+Tiyd/OKLoV86+fvvv+eRRx6hW7duPPfccyxYsCAiYf/xxx/TrFkzrr/+epYuXaqwlxIrkCGdFkC6c26bc+4Y8A5wpr7dn4CXgB/P8JyUIu3aQUoKrAjRr3bnHNOnTyc6OprKlSuTlpbGPffcE/YLm9nZ2QwcOJBevXoxc+ZMXnjhBcqXLx/WGkSCKZAhnTrAzgKPM4CWBRuYWTOgrnNuvpkNOtsbmVkikAho384SaNcuGDsWpk2Du+6CUHS2N2/eTN++fcnMzGT+/PnExhZpr+YLtmnTJrp37079+vVZv369li2WUiGQHv6ZulU//TFvZmWAscCThb2Rc26Scy7WORcbFRUVeJUSUd98Aw895G1wnpsL69bBP/7h3YEbLD/++CPDhw+ndevW3HnnnaxcuTIiYe+cY8qUKbRu3ZrevXvz/vvvK+yl1Aikh58BFNwh4gpgd4HHVYEY4Iv8P7kvA+aZWbwu3JZsy5d7Y/XLl0O/fpCeDj//efCP8+mnn9K3b1+uu+461q9fH7FFxA4cOEBiYiKbN29m8eLFNG7cOCJ1iIRKID38VUBDM7vSzCoA3YB5J550zmU652o45+o75+oDXwEK+xLKOVi4EG6+GXr0gA4dYPt2eOaZ4If9nj17uO++++jVqxfjxo1jzpw5EQv7L7/8kqZNm1K7dm1WrlypsJdSqdAevnMux8z6AYvwpmVOdc6lmtnzwGrn3Lxzv4OUFGvWeDdUndjesGtXKBeCW/Py8vKYNGkSw4cP56GHHiIlJYWLL744+AcKQE5ODi+88AKvv/46U6ZM4fbbb49IHSLhENCPs3NuIbDwlM8NP0vbWy68LImEqlW9de/bt/emX4bChg0b6N27N2XKlOGzzz6jSZMmoTlQAHbs2MF9991HpUqVAl70TKQk05228pOrr/aGcEIR9keOHGHw4MF06NCBhx9+mKVLl0Y07GfNmkVcXBzx8fEsWrRIYS++oLV0JOTmzZtH//79adOmDRs3bqRmzZoRq+XIkSMMGDCAJUuWFHnRM5GSSoEvIbNz504GDBhAWloa06ZNo127dhGtZ+3atXTv3p1WrVqxdu1arYMjvqMhHQm6nJwcxo4dS7NmzWjWrBkbNmyIaNjn5eUxZswYOnXqxLPPPssbb7yhsBdfUg9fgmrlypX07t2b6tWrs3z5cho2bBjRevbs2cMDDzxAZmYmK1eujMhaPCLFhXr4EhSZmZk89thj3HHHHQwaNIhPPvkk4mEPMHXqVOLi4liyZInCXnxPPXy5IM45Zs2axcCBA/ntb39LWloal156aaTL+smwYcMiXYJIsaHAlyLbunUrjz32GLt372bOnDm0atUq0iWJyDloSEfO27Fjxxg5ciQtW7akffv2rFmzRmEvUgIo8OW8LF68mKZNm7JixQrWrFnDoEGDgrtG/LffwuefB95+6tSTH3ftCm3aQOvWsHlz8GoSKSUU+BKQ/fv307NnTxISEhg5ciQffPABv/jFL4J/oAsJ/JkzYfFiGDkSXnkl6KWJlHQaw5dzcs7xxhtvMGzYMHr06EFaWlpo57BPmgTLlnlrMrdp44V/mTJesOfkwP33Q8WK3hoQNWrAxo1wyy0wfry3YD/ADz/AtdeGrkaREkqBL2eVlpZG3759OXr0KB999BHNmjUL/UETE6FBA7j3Xnj1VfjiC28Hlj//GeLivOcffNBbx9kMpk/32gAcO+btv7h7N8ydG/paRUoYDenIaY4ePcpTTz1FmzZt6Nq1K8uXLw9P2Bf0zTdekN9yC/TtC4cOeWP0GzbAfffBxx+f/poKFeDLL2H2bBh+xsVcRXxNPXz5H4sWLeLRRx8lLi6Or7/+OvyrSJYv7+2j+KtfQceO3lANwPHj3pDOmDFeT/7GG6FLl5NLezrnPV++PFxyCVSqFN66RUoABb4A8O9//5s//OEPrFq1igkTJtC5c+fIFBITA8OGwbZt3jj8Lbd4od69O1Sr5g3zZGVBQoLXvm5duPtu70Jtnz5eWzOYMCEy9YsUY+acK7xVCMTGxrrVq7ULYqTl5uby+uuv89xzz5GYmMjTTz9NJfWORYotM1vjnIstymvVw/exdevW0bt3by666CIWL15MdHR0pEsSkRDSRVsfOnz4MAMHDqRz58707dtXYS/iEwp8H3HOMXfuXBo3bsyBAwdITU2lZ8+eWKg2sBWRYkVDOj6xY8cO+vfvz5YtW3jzzTdp06ZNpEsSkTBTD7+UO378OH/5y1+4/vrradmyJevXr1fYi/iUevil2PLly+nTpw+XXXYZK1as4Kqrrop0SSISQQr8UujAgQMMGzaMDz/8kDFjxtC1a1eN04uIhnRKE+ccb731FtHR0ZQtW5bU1FTuvfdehb2IAOrhlxpbtmzh0UcfZf/+/fzzn/+kZcuWkS5JRIoZ9fBLuOzsbJ5//nl+/etfc9ttt7Fq1SqFvYickXr4JVhycjJ9+vQhOjqatWvXUrdu3UiXJCLFmAK/BNq3bx9PPvkkixcvZvz48cTHx0e6JBEpATSkU4Lk5eUxZcoUYmJiqFWrFqmpqQp7EQmYevglREpKCn369CE3N5ekpCSuu+66SJckIiWMevjFUHJyMosXLwYgKyuLoUOH0q5dOxISEli2bJnCXkSKRIFfzBw6dIiEhATKly/PwoULiYmJYefOnWzYsIE+ffpQpoz+l4lI0WgDlGLm8ccfZ9++fRw/fpz169czceJEOnToEOmyRKSYuJANUALqLppZZzPbbGbpZjb0DM8PNLM0M9tgZp+Z2S+KUozfrVq1imnTprFo0SLq1avHjBkzNHwjIkFTaOCbWVlgAtAFiAa6m9mpu2WsA2Kdc9cCc4CXgl2oH9x999388MMPHDp0iBkzZpCYmMj8+fMjXZaIlBKBzNJpAaQ757YBmNk7wB1A2okGzrnkAu2/AhKCWaRfLFmyhIoVKxIVFUW5cppAJSLBFUiq1AF2FnicAZzr3v2HgY/O9ISZJQKJAPXq1QuwRP+oX79+pEsQkVIskDH8My21eMYrvWaWAMQCo8/0vHNuknMu1jkXGxUVFXiVIiJywQLp4WcABRdpuQLYfWojM2sPPAW0cc5lB6c8EREJlkB6+KuAhmZ2pZlVALoB8wo2MLNmwN+AeOfc3uCXKSIiF6rQwHfO5QD9gEXAN8As51yqmT1vZicWchkNVAFmm9l6M5t3lrcTEZEICWgqiHNuIbDwlM8NL/Bx+yDXJSIiQab79EVEfEKBLyLiEwp8ERGfUOCLiPiEAl9ExCcU+CIiPqHAFxHxCQW+iIhPKPBFRHxCgS8i4hMKfBERn1Dgi4j4hAJfRMQnFPgiIj6hwBcR8QkFvoiITyjwRUR8QoEvIuITCnwREZ9Q4IuI+IQCX0TEJxT4IiI+ocAXEfEJBb6IiE8o8EVEfEKBLyLiEwp8ERGfUOCLiPiEAl9ExCcU+CIiPqHAFxHxCQW+iIhPKPBFRHxCgS8i4hMKfBERnwgo8M2ss5ltNrN0Mxt6hucrmtm7+c+vMLP6wS5UREQuTKGBb2ZlgQlAFyAa6G5m0ac0exg44Jz7JTAWeDHYhYqIyIUJpIffAkh3zm1zzh0D3gHuOKXNHcA/8j+eA9xqZha8MkVE5EKVC6BNHWBngccZQMuztXHO5ZhZJlAd2F+wkZklAon5D7PNLKUoRZdCNTjlXPmYzsVJOhcn6Vyc9KuivjCQwD9TT90VoQ3OuUnAJAAzW+2ciw3g+KWezsVJOhcn6VycpHNxkpmtLuprAxnSyQDqFnh8BbD7bG3MrBxQDfi+qEWJiEjwBRL4q4CGZnalmVUAugHzTmkzD3gg/+N7gM+dc6f18EVEJHIKHdLJH5PvBywCygJTnXOpZvY8sNo5Nw/4O/CmmaXj9ey7BXDsSRdQd2mjc3GWAVsaAAADNElEQVSSzsVJOhcn6VycVORzYeqIi4j4g+60FRHxCQW+iIhPhDzwtSzDSQGci4FmlmZmG8zsMzP7RSTqDIfCzkWBdveYmTOzUjslL5BzYWZd8783Us3srXDXGC4B/IzUM7NkM1uX/3NyWyTqDDUzm2pme892r5J5Xsk/TxvMrHlAb+ycC9k/vIu8W4EGQAXgayD6lDaPAq/nf9wNeDeUNUXqX4Dnoi1QOf/jvn4+F/ntqgJLgK+A2EjXHcHvi4bAOuDS/Mc1I113BM/FJKBv/sfRwLeRrjtE5+JmoDmQcpbnbwM+wrsH6gZgRSDvG+oevpZlOKnQc+GcS3bOZeU//ArvnofSKJDvC4A/AS8BP4azuDAL5Fz0AiY45w4AOOf2hrnGcAnkXDjgkvyPq3H6PUGlgnNuCee+l+kOYLrzfAX8zMxqF/a+oQ78My3LUOdsbZxzOcCJZRlKm0DORUEP4/0GL40KPRdm1gyo65ybH87CIiCQ74urgavNbJmZfWVmncNWXXgFci6eAxLMLANYCPQPT2nFzvnmCRDY0goXImjLMpQCAX+dZpYAxAJtQlpR5JzzXJhZGbxVVx8MV0ERFMj3RTm8YZ1b8P7qW2pmMc65gyGuLdwCORfdgTeccy+bWSu8+39inHN5oS+vWClSboa6h69lGU4K5FxgZu2Bp4B451x2mGoLt8LORVUgBvjCzL7FG6OcV0ov3Ab6M/KBc+64c247sBnvF0BpE8i5eBiYBeCcWw5chLewmt8ElCenCnXga1mGkwo9F/nDGH/DC/vSOk4LhZwL51ymc66Gc66+c64+3vWMeOdckReNKsYC+Rn5J94FfcysBt4Qz7awVhkegZyL74BbAczsGrzA3xfWKouHecD9+bN1bgAynXP/LuxFIR3ScaFblqHECfBcjAaqALPzr1t/55yLj1jRIRLgufCFAM/FIqCjmaUBucBg59x/I1d1aAR4Lp4EJpvZH/CGMB4sjR1EM3sbbwivRv71imeB8gDOudfxrl/cBqQDWUDPgN63FJ4rERE5A91pKyLiEwp8ERGfUOCLiPiEAl9ExCcU+CIiPqHAFxHxCQW+iIhP/H+eEWkPditKYwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# annotate demo\n",
    "plt.annotate('test', (0.2,0.2), (0.5,0.5), \n",
    "             arrowprops={'arrowstyle':'->,head_length=0.4, head_width=0.2',\n",
    "                        'color':'k',})\n",
    "plt.annotate('test2',(0.3,0.5),(0.7,0.8),\n",
    "            arrowprops={'arrowstyle':'-[,widthB=2.5,lengthB=1.2',\n",
    "                       'color':'b',\n",
    "                       'linewidth':1})\n",
    "plt.annotate('test3',(0.6,.5),(0.4,0.3),\n",
    "            arrowprops={'arrowstyle':'-|>,head_length=1.4,head_width=1.2'},\n",
    "            fontsize=8,color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare data\n",
    "x = df.loc[:,['mpg']]\n",
    "df['mpg_z'] = (x-x.mean())/x.std()\n",
    "df.sort_values('mpg_z',inplace=True)\n",
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['orange' if x=='Fiat X1-9' else 'k' for x in df.cars]\n",
    "size = [600 if x=='Fiat X1-9' else 300 for x in df.cars]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x840 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,14),dpi=60)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "\n",
    "ax.hlines(df.index,xmin=0,xmax=df.mpg_z,color='k',alpha=0.4,linewidth=1)\n",
    "\n",
    "ax.scatter(df.mpg_z,df.index,s=size,color=colors,alpha=.6)\n",
    "\n",
    "# set patch(rectangle)\n",
    "p1 = patches.Rectangle((1.5,27),width=0.8,height=5,\n",
    "                      facecolor='g',\n",
    "                      alpha=0.2,\n",
    "                     edgecolor='g',\n",
    "                     fill=True,\n",
    "                     )\n",
    "p2 = patches.Rectangle((-2.0,-1), width=0.5, height=3, facecolor='r',alpha=.3)\n",
    "ax.add_patch(p1)\n",
    "ax.add_patch(p2)\n",
    "\n",
    "# set annotate\n",
    "ax.annotate('Merceds Moedls', xy=(0,11), xytext=(1,11),\n",
    "           xycoords='data',\n",
    "            arrowprops={'arrowstyle':'-[,widthB=1.5,lengthB=1.',\n",
    "                       'color':'steelblue',\n",
    "                       'linewidth':1},\n",
    "           color='w', fontsize=20,\n",
    "           ha='center', va='center',\n",
    "           bbox={'boxstyle':'square', 'fc':'firebrick'})\n",
    "\n",
    "# set title \n",
    "ax.set_title('Diverging Rollipop of Car Mileage', fontsize=20)\n",
    "\n",
    "# set xlabel and ylabel\n",
    "ax.set_xlabel('Mileage',fontsize=15,fontstyle='italic')\n",
    "ax.set_ylabel('Model',fontsize=14,fontstyle='italic')\n",
    "\n",
    "# set xlim\n",
    "ax.set_xlim(-2.5,2.5)\n",
    "\n",
    "# set tick\n",
    "plt.yticks(df.index,df.carname,fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "\n",
    "plt.grid(linestyle='-.',alpha=0.5,axis='both',which='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 面积图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## version I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7ff2da758c88>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,10,10/100)\n",
    "y1 = np.sin(x)\n",
    "plt.plot(x,y1,color='r')\n",
    "y2 = np.sin(x+2)\n",
    "plt.plot(x,y2,color='r')\n",
    "plt.fill_between(x,y1,y2,color='r',alpha=.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7ff2dafebf28>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,10,10/100)\n",
    "y1 = np.sin(x)\n",
    "plt.plot(x,y1,color='b')\n",
    "y2 = np.sin(x+2)\n",
    "plt.plot(x,y2,color='r')\n",
    "plt.fill_between(x,y1,y2,where=y1>y2,color='b',alpha=.7,\n",
    "                 interpolate=False)\n",
    "plt.fill_between(x,y1,y2,where=y1<y2, color='r',alpha=.7,\n",
    "                interpolate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7ff2d527e7f0>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,10,10/100)\n",
    "y1 = np.sin(x)\n",
    "plt.fill_between(x,y1,0,where=y1>0,color='b',interpolate=True)\n",
    "plt.fill_between(x,y1,0,where=y1<0,color='r',interpolate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7ff2d5267b38>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,10,10/100)\n",
    "y1 = np.sin(x)\n",
    "plt.fill_between(x,y1,0,where=y1>0,color='b')\n",
    "plt.fill_between(x,y1,0,where=y1<0,color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df =pd.read_csv(\"https://github.com/selva86/datasets/raw/master/economics.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[:100]\n",
    "df['date1'] = pd.to_datetime(df.date)\n",
    "income = df.psavert.diff().fillna(0)\n",
    "re = (income /df.psavert.shift(1)).fillna(0)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = df.date1.dt.month_name()\n",
    "y = df.date1.dt.year\n",
    "xtick_labels = [str(m1)[:3b].upper()+'-'+str(y1) for m1,y1 in zip(m,y)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['JUL-1967',\n",
       " 'AUG-1967',\n",
       " 'SEP-1967',\n",
       " 'OCT-1967',\n",
       " 'NOV-1967',\n",
       " 'DEC-1967',\n",
       " 'JAN-1968',\n",
       " 'FEB-1968',\n",
       " 'MAR-1968',\n",
       " 'APR-1968',\n",
       " 'MAY-1968',\n",
       " 'JUN-1968',\n",
       " 'JUL-1968',\n",
       " 'AUG-1968',\n",
       " 'SEP-1968',\n",
       " 'OCT-1968',\n",
       " 'NOV-1968',\n",
       " 'DEC-1968',\n",
       " 'JAN-1969',\n",
       " 'FEB-1969',\n",
       " 'MAR-1969',\n",
       " 'APR-1969',\n",
       " 'MAY-1969',\n",
       " 'JUN-1969',\n",
       " 'JUL-1969',\n",
       " 'AUG-1969',\n",
       " 'SEP-1969',\n",
       " 'OCT-1969',\n",
       " 'NOV-1969',\n",
       " 'DEC-1969',\n",
       " 'JAN-1970',\n",
       " 'FEB-1970',\n",
       " 'MAR-1970',\n",
       " 'APR-1970',\n",
       " 'MAY-1970',\n",
       " 'JUN-1970',\n",
       " 'JUL-1970',\n",
       " 'AUG-1970',\n",
       " 'SEP-1970',\n",
       " 'OCT-1970',\n",
       " 'NOV-1970',\n",
       " 'DEC-1970',\n",
       " 'JAN-1971',\n",
       " 'FEB-1971',\n",
       " 'MAR-1971',\n",
       " 'APR-1971',\n",
       " 'MAY-1971',\n",
       " 'JUN-1971',\n",
       " 'JUL-1971',\n",
       " 'AUG-1971',\n",
       " 'SEP-1971',\n",
       " 'OCT-1971',\n",
       " 'NOV-1971',\n",
       " 'DEC-1971',\n",
       " 'JAN-1972',\n",
       " 'FEB-1972',\n",
       " 'MAR-1972',\n",
       " 'APR-1972',\n",
       " 'MAY-1972',\n",
       " 'JUN-1972',\n",
       " 'JUL-1972',\n",
       " 'AUG-1972',\n",
       " 'SEP-1972',\n",
       " 'OCT-1972',\n",
       " 'NOV-1972',\n",
       " 'DEC-1972',\n",
       " 'JAN-1973',\n",
       " 'FEB-1973',\n",
       " 'MAR-1973',\n",
       " 'APR-1973',\n",
       " 'MAY-1973',\n",
       " 'JUN-1973',\n",
       " 'JUL-1973',\n",
       " 'AUG-1973',\n",
       " 'SEP-1973',\n",
       " 'OCT-1973',\n",
       " 'NOV-1973',\n",
       " 'DEC-1973',\n",
       " 'JAN-1974',\n",
       " 'FEB-1974',\n",
       " 'MAR-1974',\n",
       " 'APR-1974',\n",
       " 'MAY-1974',\n",
       " 'JUN-1974',\n",
       " 'JUL-1974',\n",
       " 'AUG-1974',\n",
       " 'SEP-1974',\n",
       " 'OCT-1974',\n",
       " 'NOV-1974',\n",
       " 'DEC-1974',\n",
       " 'JAN-1975',\n",
       " 'FEB-1975',\n",
       " 'MAR-1975',\n",
       " 'APR-1975',\n",
       " 'MAY-1975',\n",
       " 'JUN-1975',\n",
       " 'JUL-1975',\n",
       " 'AUG-1975',\n",
       " 'SEP-1975',\n",
       " 'OCT-1975']"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtick_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 840x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,8),dpi=60)\n",
    "ax = fig.add_axes((0.1,0.1,0.8,0.8))\n",
    "\n",
    "# fill between\n",
    "ax.fill_between(np.arange(100),re, 0, \n",
    "                where=re>0, color='g',alpha=0.7,interpolate=True)\n",
    "ax.fill_between(np.arange(100),re,0, \n",
    "                where=re<0, color='r',alpha=.7,interpolate=True)\n",
    "# set annotate\n",
    "ax.annotate('Peak \\n1975', xy=(94,22), xytext=(85,27),\n",
    "           arrowprops={'fc':'steelblue','shrink':0.05},\n",
    "           bbox={'boxstyle':'square','fc':'firebrick'},\n",
    "           color='w', fontsize=15)\n",
    "\n",
    "# set x tick\n",
    "m = df.date1.dt.month_name()\n",
    "y = df.date1.dt.year\n",
    "xtick_labels = [str(m1)[:3].upper()+'-'+str(y1) for m1,y1 in zip(m,y)]\n",
    "ax.xaxis.set_ticks(np.arange(100)[::6])\n",
    "ax.xaxis.set_ticklabels(xtick_labels[::6],rotation=45)\n",
    "\n",
    "# set xlim and ylim\n",
    "ax.set_ylim(-35,35)\n",
    "ax.set_xlim(1,100)\n",
    "\n",
    "# set grid\n",
    "ax.grid(alpha=.5)\n",
    "\n",
    "ax.set_title(\"Month Economics Return %\", fontsize=22)\n",
    "ax.set_ylabel(\"Monthly return %\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
